VLSI hardware architecture for complex fuzzy systems

被引:43
作者
Ascia, G [1 ]
Catania, V
Russo, M
机构
[1] Univ Catania, Ist Informat & Telecomunicaz, I-95125 Catania, Italy
[2] Univ Messina, Dipartimento Fis, I-98166 Messina, Italy
[3] Ist Nazl Fis Nucl, Sect Catania, I-95129 Catania, Italy
关键词
fuzzy logic; parallel architecture; pipelining; rule chaining; VLSI;
D O I
10.1109/91.797979
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This gaper presents the design of a VLSI fuzzy processor, which is capable of dealing with complex fuzzy inference systems, i.e., fuzzy inferences that include rule chaining. The architecture of the processor is based on a computational model whose main features are: the capability to cope effectively with complex fuzzy inference systems; a detection phase of the rule with a positive degree of activation to reduce the number of rules to be processed per inference; parallel computation of the degree of activation of active rules; and representation of membership functions based on alpha-level sets. As the fuzzy inference can be divided into different processing phases, the processor is made up of a number of stages which are pipelined, In each stage several inference processing phases are performed parallelly, Its performance is in the order of 2 MFLIPS with 256 rules, eight inputs, two chained variables, and four outputs and 5.2 MFLIPS with 32 rules, three inputs, and one output with a clock frequency of 66 MHz.
引用
收藏
页码:553 / 570
页数:18
相关论文
共 24 条
[1]   FUZZY SET-THEORY IN MEDICAL DIAGNOSIS [J].
ADLASSNIG, KP .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1986, 16 (02) :260-265
[2]  
Ascia G, 1996, IEEE MICRO, V16, P62
[3]   A VLSI fuzzy expert system for real-time traffic control in ATM networks [J].
Ascia, G ;
Catania, V ;
Ficili, G ;
Palazzo, S ;
Panno, D .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1997, 5 (01) :20-31
[4]  
ASCIA G, 1995, INT J PATTERN RECOGN, V5, P421
[5]  
BOSC P, 1996, FUZZY INFORMATION EN, P233
[6]   FUZZY-REASONING SUPPORTED BY PETRI NETS [J].
BUGARIN, AJ ;
BARRO, S .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1994, 2 (02) :135-150
[7]  
Figueiredo M., 1993, IEEE Transactions on Fuzzy Systems, V1, P156, DOI 10.1109/91.227382
[8]  
GarciaRivera M, 1997, PROCEEDINGS OF THE SIXTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I - III, P119, DOI 10.1109/FUZZY.1997.616355
[9]   FUZZY-LOGIC IN CONTROL-SYSTEMS - FUZZY-LOGIC CONTROLLER .1. [J].
LEE, CC .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1990, 20 (02) :404-418
[10]  
LI XW, 1998, IEEE T FUZZY SYST, V6, P137